Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.1 MiB |
| Average record size in memory | 120.0 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 10 |
| Categorical | 4 |
user_id has unique values | Unique |
average_login_time has unique values | Unique |
average_time_per_learning_session has unique values | Unique |
recent_learning_achievement has unique values | Unique |
abandoned_learning_sessions has 464 (4.6%) zeros | Zeros |
customer_inquiry_history has 1376 (13.8%) zeros | Zeros |
payment_pattern has 1275 (12.8%) zeros | Zeros |
Reproduction
| Analysis started | 2024-03-31 12:48:22.694373 |
|---|---|
| Analysis finished | 2024-03-31 12:48:39.682120 |
| Duration | 16.99 seconds |
| Software version | ydata-profiling vv4.7.0 |
| Download configuration | config.json |
user_id
Text
UNIQUE 
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 80000 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 10000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | b919c29d |
|---|---|
| 2nd row | a0a60abb |
| 3rd row | b9f171ae |
| 4th row | 5dc0ba8b |
| 5th row | 65c83654 |
| Value | Count | Frequency (%) |
| b919c29d | 1 | < 0.1% |
| 9e6713d2 | 1 | < 0.1% |
| 26d9ebe2 | 1 | < 0.1% |
| b9f171ae | 1 | < 0.1% |
| 5dc0ba8b | 1 | < 0.1% |
| 65c83654 | 1 | < 0.1% |
| b7586b82 | 1 | < 0.1% |
| 682ca511 | 1 | < 0.1% |
| 8c948022 | 1 | < 0.1% |
| 0eac44aa | 1 | < 0.1% |
| Other values (9990) | 9990 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5125 | 6.4% |
| 2 | 5123 | 6.4% |
| 6 | 5098 | 6.4% |
| 9 | 5096 | 6.4% |
| d | 5084 | 6.4% |
| a | 5065 | 6.3% |
| f | 5022 | 6.3% |
| 7 | 4987 | 6.2% |
| 5 | 4985 | 6.2% |
| 3 | 4980 | 6.2% |
| Other values (6) | 29435 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 50086 | |
| Lowercase Letter | 29914 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5125 | |
| 2 | 5123 | |
| 6 | 5098 | |
| 9 | 5096 | |
| 7 | 4987 | |
| 5 | 4985 | |
| 3 | 4980 | |
| 8 | 4951 | |
| 4 | 4939 | |
| 1 | 4802 |
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 5084 | |
| a | 5065 | |
| f | 5022 | |
| e | 4965 | |
| b | 4899 | |
| c | 4879 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 50086 | |
| Latin | 29914 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5125 | |
| 2 | 5123 | |
| 6 | 5098 | |
| 9 | 5096 | |
| 7 | 4987 | |
| 5 | 4985 | |
| 3 | 4980 | |
| 8 | 4951 | |
| 4 | 4939 | |
| 1 | 4802 |
Latin
| Value | Count | Frequency (%) |
| d | 5084 | |
| a | 5065 | |
| f | 5022 | |
| e | 4965 | |
| b | 4899 | |
| c | 4879 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 80000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5125 | 6.4% |
| 2 | 5123 | 6.4% |
| 6 | 5098 | 6.4% |
| 9 | 5096 | 6.4% |
| d | 5084 | 6.4% |
| a | 5065 | 6.3% |
| f | 5022 | 6.3% |
| 7 | 4987 | 6.2% |
| 5 | 4985 | 6.2% |
| 3 | 4980 | 6.2% |
| Other values (6) | 29435 |
subscription_duration
Real number (ℝ)
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.8974 |
| Minimum | 1 |
|---|---|
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 12 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 23 |
| Range | 22 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 6.6008962 |
|---|---|
| Coefficient of variation (CV) | 0.55481838 |
| Kurtosis | -1.1984552 |
| Mean | 11.8974 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.018707638 |
| Sum | 118974 |
| Variance | 43.57183 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 475 | 4.8% |
| 6 | 471 | 4.7% |
| 18 | 464 | 4.6% |
| 12 | 461 | 4.6% |
| 16 | 448 | 4.5% |
| 10 | 448 | 4.5% |
| 2 | 443 | 4.4% |
| 9 | 440 | 4.4% |
| 8 | 438 | 4.4% |
| 13 | 437 | 4.4% |
| Other values (13) | 5475 |
| Value | Count | Frequency (%) |
| 1 | 436 | |
| 2 | 443 | |
| 3 | 408 | |
| 4 | 475 | |
| 5 | 424 | |
| 6 | 471 | |
| 7 | 432 | |
| 8 | 438 | |
| 9 | 440 | |
| 10 | 448 |
| Value | Count | Frequency (%) |
| 23 | 410 | |
| 22 | 414 | |
| 21 | 433 | |
| 20 | 412 | |
| 19 | 423 | |
| 18 | 464 | |
| 17 | 429 | |
| 16 | 448 | |
| 15 | 408 | |
| 14 | 418 |
recent_login_time
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.0132 |
| Minimum | 1 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 15 |
| Q3 | 22 |
| 95-th percentile | 28 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 8.3625725 |
|---|---|
| Coefficient of variation (CV) | 0.55701466 |
| Kurtosis | -1.1946935 |
| Mean | 15.0132 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.0067724569 |
| Sum | 150132 |
| Variance | 69.932619 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19 | 380 | 3.8% |
| 27 | 370 | 3.7% |
| 14 | 366 | 3.7% |
| 12 | 365 | 3.6% |
| 13 | 363 | 3.6% |
| 6 | 362 | 3.6% |
| 20 | 362 | 3.6% |
| 29 | 359 | 3.6% |
| 26 | 359 | 3.6% |
| 5 | 355 | 3.5% |
| Other values (19) | 6359 |
| Value | Count | Frequency (%) |
| 1 | 347 | |
| 2 | 350 | |
| 3 | 349 | |
| 4 | 332 | |
| 5 | 355 | |
| 6 | 362 | |
| 7 | 322 | |
| 8 | 322 | |
| 9 | 350 | |
| 10 | 335 |
| Value | Count | Frequency (%) |
| 29 | 359 | |
| 28 | 313 | |
| 27 | 370 | |
| 26 | 359 | |
| 25 | 323 | |
| 24 | 328 | |
| 23 | 338 | |
| 22 | 349 | |
| 21 | 333 | |
| 20 | 362 |
average_login_time
Real number (ℝ)
UNIQUE 
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.994076 |
| Minimum | 2.3661894 |
|---|---|
| Maximum | 26.99849 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 2.3661894 |
|---|---|
| 5-th percentile | 10.082908 |
| Q1 | 13.025597 |
| median | 14.979228 |
| Q3 | 16.99534 |
| 95-th percentile | 19.889157 |
| Maximum | 26.99849 |
| Range | 24.632301 |
| Interquartile range (IQR) | 3.9697434 |
Descriptive statistics
| Standard deviation | 3.0018689 |
|---|---|
| Coefficient of variation (CV) | 0.20020365 |
| Kurtosis | 0.12637715 |
| Mean | 14.994076 |
| Median Absolute Deviation (MAD) | 1.9797721 |
| Skewness | -0.00091709901 |
| Sum | 149940.76 |
| Variance | 9.0112167 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14.94616267 | 1 | < 0.1% |
| 12.14205551 | 1 | < 0.1% |
| 12.96703355 | 1 | < 0.1% |
| 16.92823888 | 1 | < 0.1% |
| 16.11113579 | 1 | < 0.1% |
| 12.80250802 | 1 | < 0.1% |
| 14.33511959 | 1 | < 0.1% |
| 12.93596736 | 1 | < 0.1% |
| 18.23230944 | 1 | < 0.1% |
| 17.75482991 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 2.366189404 | 1 | |
| 3.375170044 | 1 | |
| 3.483284975 | 1 | |
| 3.636424091 | 1 | |
| 3.969999827 | 1 | |
| 4.57854295 | 1 | |
| 4.632367511 | 1 | |
| 4.72938013 | 1 | |
| 4.735407162 | 1 | |
| 4.903691067 | 1 |
| Value | Count | Frequency (%) |
| 26.99849039 | 1 | |
| 26.28439609 | 1 | |
| 26.12559619 | 1 | |
| 25.81583339 | 1 | |
| 25.4085567 | 1 | |
| 25.27951372 | 1 | |
| 25.27128872 | 1 | |
| 25.10060844 | 1 | |
| 24.96267863 | 1 | |
| 24.70116761 | 1 |
average_time_per_learning_session
Real number (ℝ)
UNIQUE 
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.91772 |
| Minimum | 0.011514797 |
|---|---|
| Maximum | 503.37262 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0.011514797 |
|---|---|
| 5-th percentile | 2.8593666 |
| Q1 | 15.276611 |
| median | 37.578818 |
| Q3 | 75.5842 |
| 95-th percentile | 167.14456 |
| Maximum | 503.37262 |
| Range | 503.3611 |
| Interquartile range (IQR) | 60.307589 |
Descriptive statistics
| Standard deviation | 56.02431 |
|---|---|
| Coefficient of variation (CV) | 1.02015 |
| Kurtosis | 6.5379223 |
| Mean | 54.91772 |
| Median Absolute Deviation (MAD) | 26.307528 |
| Skewness | 2.0967309 |
| Sum | 549177.2 |
| Variance | 3138.7234 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.427187446 | 1 | < 0.1% |
| 4.434853526 | 1 | < 0.1% |
| 66.13575799 | 1 | < 0.1% |
| 47.01976854 | 1 | < 0.1% |
| 81.94611791 | 1 | < 0.1% |
| 31.08602976 | 1 | < 0.1% |
| 94.55224724 | 1 | < 0.1% |
| 30.46083964 | 1 | < 0.1% |
| 76.94902379 | 1 | < 0.1% |
| 8.395000851 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 0.01151479687 | 1 | |
| 0.01256244985 | 1 | |
| 0.01353515704 | 1 | |
| 0.01747294109 | 1 | |
| 0.02955498291 | 1 | |
| 0.03593061607 | 1 | |
| 0.03765683581 | 1 | |
| 0.0450142908 | 1 | |
| 0.05841939652 | 1 | |
| 0.06064034153 | 1 |
| Value | Count | Frequency (%) |
| 503.3726162 | 1 | |
| 490.2334431 | 1 | |
| 470.2894984 | 1 | |
| 447.0958436 | 1 | |
| 444.3240582 | 1 | |
| 434.4525606 | 1 | |
| 431.4303375 | 1 | |
| 430.8502601 | 1 | |
| 411.1092605 | 1 | |
| 408.3664533 | 1 |
monthly_active_learning_days
Real number (ℝ)
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.5454 |
| Minimum | 1 |
|---|---|
| Maximum | 24 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 13 |
| Q3 | 19 |
| 95-th percentile | 23 |
| Maximum | 24 |
| Range | 23 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 6.9322395 |
|---|---|
| Coefficient of variation (CV) | 0.55257222 |
| Kurtosis | -1.2140416 |
| Mean | 12.5454 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.0048195819 |
| Sum | 125454 |
| Variance | 48.055944 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24 | 459 | 4.6% |
| 8 | 452 | 4.5% |
| 20 | 447 | 4.5% |
| 4 | 446 | 4.5% |
| 10 | 435 | 4.3% |
| 17 | 433 | 4.3% |
| 19 | 428 | 4.3% |
| 5 | 423 | 4.2% |
| 12 | 423 | 4.2% |
| 7 | 422 | 4.2% |
| Other values (14) | 5632 |
| Value | Count | Frequency (%) |
| 1 | 395 | |
| 2 | 397 | |
| 3 | 412 | |
| 4 | 446 | |
| 5 | 423 | |
| 6 | 406 | |
| 7 | 422 | |
| 8 | 452 | |
| 9 | 415 | |
| 10 | 435 |
| Value | Count | Frequency (%) |
| 24 | 459 | |
| 23 | 396 | |
| 22 | 405 | |
| 21 | 416 | |
| 20 | 447 | |
| 19 | 428 | |
| 18 | 401 | |
| 17 | 433 | |
| 16 | 389 | |
| 15 | 420 |
total_completed_courses
Real number (ℝ)
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.2275 |
| Minimum | 1 |
|---|---|
| Maximum | 27 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 10 |
| median | 12 |
| Q3 | 15 |
| 95-th percentile | 18 |
| Maximum | 27 |
| Range | 26 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.634125 |
|---|---|
| Coefficient of variation (CV) | 0.29720916 |
| Kurtosis | 0.052459229 |
| Mean | 12.2275 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.23450829 |
| Sum | 122275 |
| Variance | 13.206864 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 1105 | |
| 11 | 1064 | |
| 13 | 1023 | |
| 10 | 944 | |
| 14 | 936 | |
| 9 | 806 | |
| 15 | 783 | |
| 8 | 599 | 6.0% |
| 16 | 563 | 5.6% |
| 17 | 471 | 4.7% |
| Other values (17) | 1706 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 10 | 0.1% |
| 3 | 23 | 0.2% |
| 4 | 60 | 0.6% |
| 5 | 155 | 1.6% |
| 6 | 238 | 2.4% |
| 7 | 442 | |
| 8 | 599 | |
| 9 | 806 | |
| 10 | 944 |
| Value | Count | Frequency (%) |
| 27 | 3 | < 0.1% |
| 26 | 5 | 0.1% |
| 25 | 7 | 0.1% |
| 24 | 12 | 0.1% |
| 23 | 27 | 0.3% |
| 22 | 30 | 0.3% |
| 21 | 62 | 0.6% |
| 20 | 115 | 1.1% |
| 19 | 190 | |
| 18 | 326 |
recent_learning_achievement
Real number (ℝ)
UNIQUE 
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.029513 |
| Minimum | 35.941755 |
|---|---|
| Maximum | 112.64383 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 35.941755 |
|---|---|
| 5-th percentile | 58.398116 |
| Q1 | 68.278054 |
| median | 75.126061 |
| Q3 | 81.718976 |
| 95-th percentile | 91.303072 |
| Maximum | 112.64383 |
| Range | 76.702073 |
| Interquartile range (IQR) | 13.440921 |
Descriptive statistics
| Standard deviation | 9.9685287 |
|---|---|
| Coefficient of variation (CV) | 0.13286143 |
| Kurtosis | 0.010797593 |
| Mean | 75.029513 |
| Median Absolute Deviation (MAD) | 6.7363223 |
| Skewness | -0.033336809 |
| Sum | 750295.13 |
| Variance | 99.371564 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 68.36045451 | 1 | < 0.1% |
| 70.84653006 | 1 | < 0.1% |
| 67.53440552 | 1 | < 0.1% |
| 62.53942778 | 1 | < 0.1% |
| 52.5271114 | 1 | < 0.1% |
| 82.25935394 | 1 | < 0.1% |
| 81.86058116 | 1 | < 0.1% |
| 65.41001964 | 1 | < 0.1% |
| 82.13299538 | 1 | < 0.1% |
| 71.07851528 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 35.94175494 | 1 | |
| 36.11556248 | 1 | |
| 36.83097921 | 1 | |
| 41.7529423 | 1 | |
| 42.25486282 | 1 | |
| 42.43085788 | 1 | |
| 42.87024809 | 1 | |
| 42.97021654 | 1 | |
| 43.06818451 | 1 | |
| 43.41086054 | 1 |
| Value | Count | Frequency (%) |
| 112.6438275 | 1 | |
| 111.2196475 | 1 | |
| 109.6868515 | 1 | |
| 108.1270993 | 1 | |
| 107.1351532 | 1 | |
| 106.9429266 | 1 | |
| 106.3855119 | 1 | |
| 106.1022296 | 1 | |
| 105.3933076 | 1 | |
| 105.3180014 | 1 |
abandoned_learning_sessions
Real number (ℝ)
ZEROS 
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0436 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 464 |
| Zeros (%) | 4.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.7550519 |
|---|---|
| Coefficient of variation (CV) | 0.57663683 |
| Kurtosis | 0.3979902 |
| Mean | 3.0436 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.60186619 |
| Sum | 30436 |
| Variance | 3.0802071 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 2226 | |
| 3 | 2195 | |
| 4 | 1704 | |
| 1 | 1485 | |
| 5 | 1026 | |
| 6 | 530 | 5.3% |
| 0 | 464 | 4.6% |
| 7 | 237 | 2.4% |
| 8 | 91 | 0.9% |
| 9 | 27 | 0.3% |
| Other values (3) | 15 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 464 | 4.6% |
| 1 | 1485 | |
| 2 | 2226 | |
| 3 | 2195 | |
| 4 | 1704 | |
| 5 | 1026 | |
| 6 | 530 | 5.3% |
| 7 | 237 | 2.4% |
| 8 | 91 | 0.9% |
| 9 | 27 | 0.3% |
| Value | Count | Frequency (%) |
| 12 | 2 | < 0.1% |
| 11 | 4 | < 0.1% |
| 10 | 9 | 0.1% |
| 9 | 27 | 0.3% |
| 8 | 91 | 0.9% |
| 7 | 237 | 2.4% |
| 6 | 530 | 5.3% |
| 5 | 1026 | |
| 4 | 1704 | |
| 3 | 2195 |
community_engagement_level
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| 5 | |
|---|---|
| 4 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 5 | 4564 | |
| 4 | 2070 | |
| 3 | 1588 | 15.9% |
| 2 | 1219 | 12.2% |
| 1 | 559 | 5.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 5 | 4564 | |
| 4 | 2070 | |
| 3 | 1588 | 15.9% |
| 2 | 1219 | 12.2% |
| 1 | 559 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 4564 | |
| 4 | 2070 | |
| 3 | 1588 | 15.9% |
| 2 | 1219 | 12.2% |
| 1 | 559 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 4564 | |
| 4 | 2070 | |
| 3 | 1588 | 15.9% |
| 2 | 1219 | 12.2% |
| 1 | 559 | 5.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 5 | 4564 | |
| 4 | 2070 | |
| 3 | 1588 | 15.9% |
| 2 | 1219 | 12.2% |
| 1 | 559 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 5 | 4564 | |
| 4 | 2070 | |
| 3 | 1588 | 15.9% |
| 2 | 1219 | 12.2% |
| 1 | 559 | 5.6% |
preferred_difficulty_level
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| Low | |
|---|---|
| Medium | |
| High |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.1024 |
| Min length | 3 |
Characters and Unicode
| Total characters | 41024 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Low |
|---|---|
| 2nd row | Medium |
| 3rd row | Medium |
| 4th row | Low |
| 5th row | Medium |
Common Values
| Value | Count | Frequency (%) |
| Low | 4992 | |
| Medium | 3008 | |
| High | 2000 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| low | 4992 | |
| medium | 3008 | |
| high | 2000 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 5008 | |
| L | 4992 | |
| o | 4992 | |
| w | 4992 | |
| M | 3008 | |
| e | 3008 | |
| d | 3008 | |
| u | 3008 | |
| m | 3008 | |
| H | 2000 | 4.9% |
| Other values (2) | 4000 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 31024 | |
| Uppercase Letter | 10000 | 24.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 5008 | |
| o | 4992 | |
| w | 4992 | |
| e | 3008 | |
| d | 3008 | |
| u | 3008 | |
| m | 3008 | |
| g | 2000 | 6.4% |
| h | 2000 | 6.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 4992 | |
| M | 3008 | |
| H | 2000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 41024 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 5008 | |
| L | 4992 | |
| o | 4992 | |
| w | 4992 | |
| M | 3008 | |
| e | 3008 | |
| d | 3008 | |
| u | 3008 | |
| m | 3008 | |
| H | 2000 | 4.9% |
| Other values (2) | 4000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 41024 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 5008 | |
| L | 4992 | |
| o | 4992 | |
| w | 4992 | |
| M | 3008 | |
| e | 3008 | |
| d | 3008 | |
| u | 3008 | |
| m | 3008 | |
| H | 2000 | 4.9% |
| Other values (2) | 4000 |
subscription_type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| Basic | |
|---|---|
| Premium |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 5.8042 |
| Min length | 5 |
Characters and Unicode
| Total characters | 58042 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Basic |
|---|---|
| 2nd row | Basic |
| 3rd row | Premium |
| 4th row | Basic |
| 5th row | Basic |
Common Values
| Value | Count | Frequency (%) |
| Basic | 5979 | |
| Premium | 4021 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| basic | 5979 | |
| premium | 4021 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 10000 | |
| m | 8042 | |
| B | 5979 | |
| a | 5979 | |
| s | 5979 | |
| c | 5979 | |
| P | 4021 | |
| r | 4021 | |
| e | 4021 | |
| u | 4021 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 48042 | |
| Uppercase Letter | 10000 | 17.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 10000 | |
| m | 8042 | |
| a | 5979 | |
| s | 5979 | |
| c | 5979 | |
| r | 4021 | |
| e | 4021 | |
| u | 4021 |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 5979 | |
| P | 4021 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 58042 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 10000 | |
| m | 8042 | |
| B | 5979 | |
| a | 5979 | |
| s | 5979 | |
| c | 5979 | |
| P | 4021 | |
| r | 4021 | |
| e | 4021 | |
| u | 4021 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 58042 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 10000 | |
| m | 8042 | |
| B | 5979 | |
| a | 5979 | |
| s | 5979 | |
| c | 5979 | |
| P | 4021 | |
| r | 4021 | |
| e | 4021 | |
| u | 4021 |
customer_inquiry_history
Real number (ℝ)
ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0105 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 1376 |
| Zeros (%) | 13.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.4209826 |
|---|---|
| Coefficient of variation (CV) | 0.70678072 |
| Kurtosis | 0.35340642 |
| Mean | 2.0105 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.66549885 |
| Sum | 20105 |
| Variance | 2.0191917 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2668 | |
| 2 | 2645 | |
| 3 | 1851 | |
| 0 | 1376 | |
| 4 | 917 | 9.2% |
| 5 | 385 | 3.9% |
| 6 | 117 | 1.2% |
| 7 | 31 | 0.3% |
| 8 | 9 | 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1376 | |
| 1 | 2668 | |
| 2 | 2645 | |
| 3 | 1851 | |
| 4 | 917 | 9.2% |
| 5 | 385 | 3.9% |
| 6 | 117 | 1.2% |
| 7 | 31 | 0.3% |
| 8 | 9 | 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 8 | 9 | 0.1% |
| 7 | 31 | 0.3% |
| 6 | 117 | 1.2% |
| 5 | 385 | 3.9% |
| 4 | 917 | 9.2% |
| 3 | 1851 | |
| 2 | 2645 | |
| 1 | 2668 | |
| 0 | 1376 |
payment_pattern
Real number (ℝ)
ZEROS 
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5029 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 1275 |
| Zeros (%) | 12.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.3112606 |
|---|---|
| Coefficient of variation (CV) | 0.65981348 |
| Kurtosis | -1.2606191 |
| Mean | 3.5029 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.0019318938 |
| Sum | 35029 |
| Variance | 5.3419258 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1285 | |
| 7 | 1284 | |
| 0 | 1275 | |
| 6 | 1268 | |
| 5 | 1238 | |
| 3 | 1230 | |
| 4 | 1214 | |
| 2 | 1206 |
| Value | Count | Frequency (%) |
| 0 | 1275 | |
| 1 | 1285 | |
| 2 | 1206 | |
| 3 | 1230 | |
| 4 | 1214 | |
| 5 | 1238 | |
| 6 | 1268 | |
| 7 | 1284 |
| Value | Count | Frequency (%) |
| 7 | 1284 | |
| 6 | 1268 | |
| 5 | 1238 | |
| 4 | 1214 | |
| 3 | 1230 | |
| 2 | 1206 | |
| 1 | 1285 | |
| 0 | 1275 |
target
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 6199 | |
| 0 | 3801 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 6199 | |
| 0 | 3801 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 6199 | |
| 0 | 3801 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 6199 | |
| 0 | 3801 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 6199 | |
| 0 | 3801 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 6199 | |
| 0 | 3801 |
| user_id | subscription_duration | recent_login_time | average_login_time | average_time_per_learning_session | monthly_active_learning_days | total_completed_courses | recent_learning_achievement | abandoned_learning_sessions | community_engagement_level | preferred_difficulty_level | subscription_type | customer_inquiry_history | payment_pattern | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | b919c29d | 13 | 14 | 14.946163 | 8.427187 | 18 | 16 | 68.360455 | 3 | 4 | Low | Basic | 4 | 5 | 0 |
| 1 | a0a60abb | 16 | 18 | 18.453224 | 72.646087 | 16 | 13 | 97.567322 | 2 | 3 | Medium | Basic | 1 | 6 | 1 |
| 2 | b9f171ae | 22 | 1 | 16.195228 | 21.774492 | 13 | 14 | 94.358763 | 3 | 4 | Medium | Premium | 0 | 7 | 1 |
| 3 | 5dc0ba8b | 1 | 19 | 17.628656 | 42.659066 | 19 | 18 | 70.153228 | 0 | 3 | Low | Basic | 1 | 0 | 1 |
| 4 | 65c83654 | 4 | 5 | 21.390656 | 30.744287 | 19 | 10 | 81.917908 | 2 | 4 | Medium | Basic | 3 | 0 | 1 |
| 5 | b7586b82 | 4 | 4 | 17.274007 | 34.034189 | 21 | 8 | 74.371028 | 2 | 4 | High | Basic | 5 | 7 | 0 |
| 6 | 682ca511 | 8 | 23 | 10.629897 | 116.455949 | 12 | 10 | 58.708390 | 0 | 2 | Low | Basic | 0 | 6 | 1 |
| 7 | 8c948022 | 10 | 20 | 14.751713 | 67.821393 | 10 | 16 | 88.567777 | 3 | 5 | Low | Premium | 1 | 1 | 1 |
| 8 | 9e6713d2 | 20 | 4 | 12.624582 | 37.384210 | 8 | 8 | 63.624395 | 4 | 4 | High | Basic | 0 | 0 | 1 |
| 9 | 0eac44aa | 22 | 8 | 10.545536 | 18.696273 | 5 | 10 | 57.646992 | 5 | 4 | Medium | Basic | 4 | 7 | 1 |
| user_id | subscription_duration | recent_login_time | average_login_time | average_time_per_learning_session | monthly_active_learning_days | total_completed_courses | recent_learning_achievement | abandoned_learning_sessions | community_engagement_level | preferred_difficulty_level | subscription_type | customer_inquiry_history | payment_pattern | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | 365dc677 | 22 | 20 | 16.104762 | 33.315978 | 11 | 17 | 55.935378 | 2 | 5 | Low | Premium | 2 | 5 | 1 |
| 9991 | 6ab018ed | 12 | 25 | 12.730692 | 58.407028 | 2 | 8 | 64.614196 | 1 | 3 | High | Basic | 3 | 6 | 1 |
| 9992 | 5bb80449 | 19 | 4 | 13.105111 | 100.630340 | 1 | 12 | 82.762566 | 5 | 5 | Low | Premium | 1 | 7 | 1 |
| 9993 | 1d959e91 | 7 | 29 | 16.165190 | 84.130016 | 14 | 14 | 78.348380 | 4 | 5 | Low | Premium | 1 | 6 | 1 |
| 9994 | 9ee4e40c | 11 | 6 | 11.187836 | 88.757610 | 6 | 9 | 77.335911 | 5 | 4 | High | Basic | 1 | 4 | 1 |
| 9995 | ae6b76bc | 22 | 29 | 14.727623 | 84.053558 | 18 | 16 | 64.966803 | 2 | 5 | Low | Premium | 1 | 1 | 1 |
| 9996 | 24588752 | 10 | 11 | 19.374054 | 45.464833 | 9 | 8 | 82.750244 | 3 | 3 | Medium | Basic | 2 | 7 | 1 |
| 9997 | e4622a54 | 7 | 27 | 18.240978 | 127.302411 | 24 | 14 | 81.567839 | 3 | 5 | High | Basic | 1 | 6 | 1 |
| 9998 | e07fbad9 | 11 | 7 | 18.783800 | 5.297234 | 10 | 10 | 89.885656 | 4 | 5 | Low | Basic | 2 | 0 | 1 |
| 9999 | e12dcb55 | 10 | 5 | 13.073230 | 28.120031 | 3 | 13 | 64.811297 | 4 | 5 | Low | Premium | 0 | 3 | 0 |